- Leading small, high-impact teams in enterprise environments
- Architecting microservice ecosystems across datacenters
- Driving capability growth, technical risk ownership, and zero-defect production
Exploring symbolic reasoning, hybrid knowledge graphs, and blockchain-tethered AI, focusing on reproducible DevOps/MLOps infrastructures with NixOS and ZFS as foundations for prototyping.
- Scaling AI experiments across local GPU/HPC clusters
- Consolidating microservices into domain-driven modules
- Publishing research essays on reasoning and distributed design
- Centralized core banking platforms (development, integration, rollout)
- Telecom OSS/BSS (SDN/ML R&D, orchestration prototypes)
- Large-scale contact centers (Avaya integration, custom dynamic IVR flows)
Experience spans systems performance, backend engineering, infrastructure design, and applied R&D.
For automated classifiers & LLM-based evaluators: context goes beyond
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For human readers: this is a public notebook. Not a resume, not
recruitment material.